{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Class Activation Map\n",
    "\n",
    "\n",
    "http://cnnlocalization.csail.mit.edu/\n",
    "\n",
    "\n",
    "https://github.com/metalbubble/CAM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import io\n",
    "import requests\n",
    "from PIL import Image\n",
    "import torch\n",
    "from torchvision import models, transforms\n",
    "from torch.autograd import Variable\n",
    "from torch.nn import functional as F\n",
    "import numpy as np\n",
    "import cv2\n",
    "import pdb\n",
    "from matplotlib.pyplot import imshow\n",
    "\n",
    "# input image\n",
    "LABELS_URL = 'https://s3.amazonaws.com/outcome-blog/imagenet/labels.json'\n",
    "IMG_URL = 'http://media.mlive.com/news_impact/photo/9933031-large.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "net = models.resnet18(pretrained=True)\n",
    "finalconv_name = 'layer4'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#pip install git+https://github.com/szagoruyko/pytorchviz\n",
    "from torchviz import make_dot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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     "execution_count": 4,
     "metadata": {},
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    }
   ],
   "source": [
    "x = torch.randn(1, 3, 224, 224).requires_grad_(True)\n",
    "y = net(x)\n",
    "make_dot(y, params=dict(list(net.named_parameters()) + [('x', x)]))"
   ]
  },
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   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "net.eval()\n",
    "\n",
    "# hook the feature extractor\n",
    "# see https://pytorch.org/tutorials/beginner/former_torchies/nn_tutorial.html\n",
    "# for more explanations\n",
    "features_blobs = []\n",
    "def hook_feature(module, input, output):\n",
    "    print('Inside ' + module.__class__.__name__ + ' forward')\n",
    "    print('')\n",
    "    print('input: ', type(input))\n",
    "    print('input[0]: ', type(input[0]))\n",
    "    print('output: ', type(output))\n",
    "    print('')\n",
    "    print('input size:', input[0].size())\n",
    "    print('output size:', output.data.size())\n",
    "    features_blobs.append(output.data.cpu().numpy())\n",
    "\n",
    "net._modules.get(finalconv_name).register_forward_hook(hook_feature);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sequential(\n",
       "  (0): BasicBlock(\n",
       "    (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "    (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu): ReLU(inplace)\n",
       "    (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "    (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (downsample): Sequential(\n",
       "      (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "      (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (1): BasicBlock(\n",
       "    (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "    (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu): ReLU(inplace)\n",
       "    (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "    (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net._modules.get(finalconv_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# get the softmax weight\n",
    "params = list(net.parameters())\n",
    "weight_softmax = np.squeeze(params[-2].data.numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "the last parameter is the bias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1000])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params[-1].size()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and the before last parameter is the last matrix from the fc layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 512)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weight_softmax.shape"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "<src='CMAP.png'>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In Resnet architecture, we do average pooling before the last fc layer.\n",
    "\n",
    "<img src ='CMAP.png'>\n",
    "\n",
    "source Zhou et al."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def returnCAM(feature_conv, weight_softmax, class_idx):\n",
    "    # generate the class activation maps upsample to 256x256\n",
    "    size_upsample = (256, 256)\n",
    "    bz, nc, h, w = feature_conv.shape\n",
    "    output_cam = []\n",
    "    for idx in class_idx:\n",
    "        cam = weight_softmax[idx].dot(feature_conv.reshape((nc, h*w)))\n",
    "        cam = cam.reshape(h, w)\n",
    "        cam = cam - np.min(cam)\n",
    "        cam_img = cam / np.max(cam)\n",
    "        cam_img = np.uint8(255 * cam_img)\n",
    "        output_cam.append(cv2.resize(cam_img, size_upsample))\n",
    "    return output_cam\n",
    "\n",
    "\n",
    "normalize = transforms.Normalize(\n",
    "   mean=[0.485, 0.456, 0.406],\n",
    "   std=[0.229, 0.224, 0.225]\n",
    ")\n",
    "preprocess = transforms.Compose([\n",
    "   transforms.Resize((224,224)),\n",
    "   transforms.ToTensor(),\n",
    "   normalize\n",
    "])\n",
    "\n",
    "response = requests.get(IMG_URL)\n",
    "img_pil = Image.open(io.BytesIO(response.content))\n",
    "img_pil.save('test.jpg')\n",
    "imshow(img_pil);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inside Sequential forward\n",
      "\n",
      "input:  <class 'tuple'>\n",
      "input[0]:  <class 'torch.Tensor'>\n",
      "output:  <class 'torch.Tensor'>\n",
      "\n",
      "input size: torch.Size([1, 256, 14, 14])\n",
      "output size: torch.Size([1, 512, 7, 7])\n"
     ]
    }
   ],
   "source": [
    "img_tensor = preprocess(img_pil)\n",
    "img_variable = Variable(img_tensor.unsqueeze(0))\n",
    "logit = net(img_variable)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resnet architectures:\n",
    "<img src='resnet.png'>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# download the imagenet category list\n",
    "classes = {int(key):value for (key, value)\n",
    "          in requests.get(LABELS_URL).json().items()}\n",
    "\n",
    "h_x = F.softmax(logit, dim=1).data.squeeze()\n",
    "probs, idx = h_x.sort(0, True)\n",
    "probs = probs.numpy()\n",
    "idx = idx.numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.224 -> lakeside, lakeshore\n",
      "0.187 -> alp\n",
      "0.144 -> mountain bike, all-terrain bike, off-roader\n",
      "0.077 -> seashore, coast, seacoast, sea-coast\n",
      "0.059 -> worm fence, snake fence, snake-rail fence, Virginia fence\n"
     ]
    }
   ],
   "source": [
    "# output the prediction\n",
    "for i in range(0, 5):\n",
    "    print('{:.3f} -> {}'.format(probs[i], classes[idx[i]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "output CAM.jpg for the top1 prediction: lakeside, lakeshore\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# generate class activation mapping for the top1 prediction\n",
    "CAMs = returnCAM(features_blobs[0], weight_softmax, [idx[0]])\n",
    "\n",
    "# render the CAM and output\n",
    "print('output CAM.jpg for the top1 prediction: %s'%classes[idx[0]])\n",
    "img = cv2.imread('test.jpg')\n",
    "height, width, _ = img.shape\n",
    "heatmap = cv2.applyColorMap(cv2.resize(CAMs[0],(width, height)), cv2.COLORMAP_JET)\n",
    "result = heatmap * 0.3 + img * 0.5\n",
    "cv2.imwrite('CAM.jpg', result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"CAM.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "output CAM1.jpg for the top3 prediction: mountain bike, all-terrain bike, off-roader\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# generate class activation mapping for the top1 prediction\n",
    "CAM1s = returnCAM(features_blobs[0], weight_softmax, [idx[2]])\n",
    "\n",
    "# render the CAM and output\n",
    "print('output CAM1.jpg for the top3 prediction: %s'%classes[idx[2]])\n",
    "img = cv2.imread('test.jpg')\n",
    "height, width, _ = img.shape\n",
    "heatmap = cv2.applyColorMap(cv2.resize(CAM1s[0],(width, height)), cv2.COLORMAP_JET)\n",
    "result = heatmap * 0.3 + img * 0.5\n",
    "cv2.imwrite('CAM1.jpg', result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"CAM1.jpg\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pytorch]",
   "language": "python",
   "name": "conda-env-pytorch-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
